We eliminated the users and movies that do not seem in training set from the validation and check sets. Then, every testing interval is randomly divided into a validation set and a testing set. For every dataset, we cut up the entire knowledge into several coaching and testing intervals primarily based on time, as is finished in (Wu et al., 2017), to simulate the actual situation of predicting future behaviors of customers given the info that occurred strictly earlier than present time step.